{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "manufactured-mercy",
   "metadata": {},
   "outputs": [],
   "source": [
    "from model import bptk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "olive-essence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"strong_social_distancing\"],\n",
    "    equations=[\"contact_rate\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "jewish-verse",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"strong_social_distancing\"],\n",
    "    equations=[\"intensive_needed\",\"intensive_available\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "objective-queen",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"weak_social_distancing\"],\n",
    "    equations=[\"contact_rate\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "absolute-slide",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"weak_social_distancing\"],\n",
    "    equations=[\"intensive_needed\",\"intensive_available\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "artistic-nation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"isolation\"],\n",
    "    equations=[\"contact_rate\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "vital-collective",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"avoid_the_peak\"],\n",
    "    equations=[\"contact_rate\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "secret-museum",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"avoid_the_peak\"],\n",
    "    equations=[\"intensive_needed\",\"intensive_available\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "italic-orlando",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bptk.plot_scenarios(\n",
    "    scenario_managers=[\"smSir\"],\n",
    "    scenarios=[\"avoid_the_peak\"],\n",
    "    equations=[\"recovered\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "monetary-trailer",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
